Depending on the terrorist he used either his own or someone else's credit card to buy the throwaway phone.

It remains to be seen if this fellow is even a suspect. Remember, there are people who ALWAYS run from the site of an explosion ~ those who've been up on the firing line are going to look for cover ~ and will size up the situation.